{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.insert(0, \"../../\")\n",
    "from pyecharts import online\n",
    "\n",
    "online()\n",
    "#  演示必要的准备代码，使用该库时不需重复此单元格命令"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xalpha as xa\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 同一基金的A类C类份额研究"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一般来讲A和C份额的区别，就是A收申购费赎回费，C不收，不过每日净值中收取销售服务费，两者的持有平衡点在一年左右"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广发中证500ETF联接A"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf500a = xa.fundinfo(\"162711\")\n",
    "gf500a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广发中证500ETF联接C"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf500c = xa.fundinfo(\"002903\")\n",
    "gf500c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fund name: 广发中证500ETF联接A\n",
      "fund code: 162711\n",
      "fund purchase fee: 0.12%\n",
      "fund redemption fee info: ['小于7天', '1.50%', '大于等于7天，小于1年', '0.50%', '大于等于1年，小于2年', '0.30%', '大于等于2年', '0.00%']\n"
     ]
    }
   ],
   "source": [
    "gf500a.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fund name: 广发中证500ETF联接C\n",
      "fund code: 002903\n",
      "fund purchase fee: 0.0%\n",
      "fund redemption fee info: ['小于等于7天', '1.50%', '大于7天', '0.00%']\n"
     ]
    }
   ],
   "source": [
    "gf500c.info()  # 即使C类，由于国家新规，所有场外基金七天内报复性收取1.5%的赎回费是不可避免的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至于销售服务费的部分，直接反应在了净值的走势里，下面直接比较两者净值区别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "gf500c.bcmkset(gf500a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "</script>\n",
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       "\n",
       "\n",
       "<script>\n",
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       "};\n",
       "myChart_bf21a7620a6f4553b07fc2e8a4ab707e.setOption(option_bf21a7620a6f4553b07fc2e8a4ab707e);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.line.Line at 0x10adbeda0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf500c.v_netvalue()\n",
    "# 由此可见，两者净值高度吻合，但C类对应的红线，随着时间变化，渐渐靠下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0018000000000000099"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf500c.total_annualized_returns() - gf500c.benchmark_annualized_returns()\n",
    "# C类的年化收益相交基准A类少了0.18%，和0.2%每年的销售服务费基本吻合"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们将讨论这两种基金真实持有的时间平衡点，考虑到 xirr 年化计算时，\n",
    "自带扣除赎回费的虚拟卖出功能，可以直接比较两者 xirr 收益率何时交叉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 首先制作一个买入并持有的交易单\n",
    "sta = xa.policy.buyandhold(gf500a, start=\"2017-01-01\")\n",
    "stc = xa.policy.buyandhold(gf500c, start=\"2017-01-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分别实际交易\n",
    "gf500a_t = xa.trade(gf500a, sta.status)\n",
    "gf500c_t = xa.trade(gf500c, stc.status)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.00948902317486472"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 持有半年对比，C类更划算，接近跑赢1%！\n",
    "gf500a_t.xirrrate(\"2017-06-30\") - gf500c_t.xirrrate(\"2017-06-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-8.546973222126053e-06"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gf500a_t.xirrrate(\"2018-04-30\") - gf500c_t.xirrrate(\"2018-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.6879065194576326e-05"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 由此可知对于广发中证500，持有不同份额的平衡点是17个月左右，超过17个月，A份额更具吸引力\n",
    "gf500a_t.xirrrate(\"2018-05-03\") - gf500c_t.xirrrate(\"2018-05-03\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们看下进行网格交易时，两者对收益率的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "gra = xa.policy.grid(\n",
    "    gf500a, [3, 3, 3, 3, 3, 3], [5, 5, 5, 5, 5, 5], \"2017-01-01\", \"2018-08-03\"\n",
    ")\n",
    "grc = xa.policy.grid(\n",
    "    gf500c, [3, 3, 3, 3, 3, 3], [5, 5, 5, 5, 5, 5], \"2017-01-01\", \"2018-08-03\"\n",
    ")\n",
    "# 每一仓位都是跌3%入，涨5％卖，总金额都是采用函数默认的100,000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 实际交易\n",
    "gfa_grid_t = xa.trade(gf500a, gra.status)\n",
    "gfc_grid_t = xa.trade(gf500c, grc.status)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.507412374501354, 0.6003244855718297)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gfa_grid_t.xirrrate(\"2018-04-01\"), gfc_grid_t.xirrrate(\"2018-04-01\")\n",
    "# 截止18年愚人节，采用C份额进行的网格年化收益率比A份额高出了10个百分点！网格当之无愧要选择C类基金"
   ]
  }
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